# What is an Agentic Data Plane?

DevFeed: [What is an Agentic Data Plane?](<https://devfeed.tech/articles/what-is-an-agentic-data-plane-12781.md>)

Original publisher: [Read original article](<https://www.redpanda.com/blog/what-is-an-agentic-data-plane>)

Author: Marc Millstone

Published: 2026-07-09T00:00:00Z

Content type: article

Language: en

Sources: [Redpanda](<https://devfeed.tech/sources/redpanda.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [agent observability](<https://devfeed.tech/topics/agent-observability.md>), [Amazon API Gateway](<https://devfeed.tech/topics/amazon-api-gateway.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [observability](<https://devfeed.tech/topics/observability.md>), [SIEM, Security](<https://devfeed.tech/topics/siem-security.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [api](<https://devfeed.tech/tags/api.md>), [api-gateway](<https://devfeed.tech/tags/api-gateway.md>), [aws](<https://devfeed.tech/tags/aws.md>), [bedrock](<https://devfeed.tech/tags/bedrock.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [governance](<https://devfeed.tech/tags/governance.md>), [iam](<https://devfeed.tech/tags/iam.md>), [identity](<https://devfeed.tech/tags/identity.md>), [identity-management](<https://devfeed.tech/tags/identity-management.md>), [llm](<https://devfeed.tech/tags/llm.md>), [models](<https://devfeed.tech/tags/models.md>), [observability](<https://devfeed.tech/tags/observability.md>), [siem](<https://devfeed.tech/tags/siem.md>), [thought-leadership](<https://devfeed.tech/tags/thought-leadership.md>), [token](<https://devfeed.tech/tags/token.md>), [tool](<https://devfeed.tech/tags/tool.md>), [tools](<https://devfeed.tech/tags/tools.md>)

## AI overview

The article defines an Agentic Data Plane as a governed governance and runtime layer between enterprise AI agents and the data, tools, identities, and models they access. It explains why existing IAM, API gateways, and observability or SIEM systems do not adequately govern agent-specific actions, identity propagation, model selection, token spending, policy enforcement, and end-to-end tracing.

## Source excerpt

The Agentic Data Plane is the governance and runtime layer that connects your AI agents to everything they act on. Learn what it does, why existing tools can't replace it, and what to look for in an enterprise-grade one.